TY - RPRT TI - Surrogate optimization of variational quantum circuits AU - Gustafson, Erik J. [RIACS, Mtn. View] (ORCID:0000000172175692) AU - Tiihonen, Juha [Jyvaskyla U.] (ORCID:000000032107911X) AU - Chamaki, Diana [Columbia U.] AU - Sorourifar, Farshud [RIACS, Mtn. View; Cornell U., Chem. Dept.] (ORCID:0000000216118658) AU - Mullinax, J. Wayne [NASA, Ames] (ORCID:0000000194029442) AU - Li, Andy C.Y. [Fermilab] (ORCID:0000000345423739) AU - Maciejewski, Filip B. [RIACS, Mtn. View; NASA, Ames] (ORCID:0000000285031193) AU - Sawaya, Nicolas Pd [Unlisted, CN; San Francisco State U.] AU - Krogel, Jaron T. [ORNL, Oak Ridge (main)] AU - Neira, David Bernal [RIACS, Mtn. View; Davidson Coll.] (ORCID:0000000283085016) AU - Tubman, Norm M. [NASA, Ames] (ORCID:0000000295778485) PY - 2025 DO - 10.1073/pnas.2408530122 UR - https://www.osti.gov/biblio/2349026 ID - 2349026 ER -